{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calibration of probabilistic forecasting intervals"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When using probabilistic forecasting methods, it is often necessary to estimate prediction intervals for the forecasted values. Prediction intervals quantify the uncertainty in forecasts and allow one to assess the probability that the actual value will fall within the predicted range. One of the most commonly used methods for calibrating prediction intervals is the conformal prediction framework.\n",
    "\n",
    "Conformal prediction is a framework for constructing prediction intervals that are guaranteed to contain the true value with a specified probability (coverage probability). In addition to generating prediction intervals from point forecasts, conformal methods can also calibrate intervals produced by other techniques, such as quantile regression or bootstrapped residuals. In such cases, the conformal method adjusts the intervals—either expanding or shrinking them—to ensure they achieve the desired coverage.\n",
    "\n",
    "<p style=\"text-align: center\">\n",
    "    <img src=\"../img/conformal-interval-calibration.png\" style=\"width: 450px\">\n",
    "    <br>\n",
    "    <font size=\"2.5\"> \n",
    "        <i>\n",
    "        Conformal calibration of prediction intervals. Source: \n",
    "            <a href=\"https://leanpub.com/conformal-prediction\" target=\"_blank\"> \n",
    "                Introduction To Conformal Prediction With Python: A Short Guide For Quantifying Uncertainty Of Machine Learning Models \n",
    "            </a> \n",
    "        by Christoph Molnar\n",
    "        </i>\n",
    "    </font>\n",
    "</p>\n",
    "\n",
    "Skforecast provides this functionality through the [`ConformalIntervalCalibrator`](../api/preprocessing.html#skforecast.preprocessing.preprocessing.ConformalIntervalCalibrator) transformer that can be used for single series forecasting models as well as global forecasting models."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"admonition note\" name=\"html-admonition\" style=\"background: rgba(0,191,191,.1); padding-top: 0px; padding-bottom: 6px; border-radius: 8px; border-left: 8px solid #00bfa5; border-color: #00bfa5; padding-left: 10px; padding-right: 10px;\">\n",
    "\n",
    "<p class=\"title\">\n",
    "    <i style=\"font-size: 18px; color:#00bfa5;\"></i>\n",
    "    <b style=\"color: #00bfa5;\">&#128161 Tip</b>\n",
    "</p>\n",
    "\n",
    "<p>\n",
    "\n",
    "This document demonstrates how <code>ConformalIntervalCalibrator</code> can improve various types of prediction intervals —whether overly conservative or under-conservative— using both symmetric and asymmetric conformal calibration. In these examples, the transformer is fitted and applied to the same dataset. However, in forecasting problems, the transformer should be fitted using a calibration set and then applied to the prediction intervals of the forecast set.\n",
    "\n",
    "This document demonstrates how the <code>ConformalIntervalCalibrator</code> can improve various types of prediction intervals - whether overly conservative or underly conservative - using both symmetric and asymmetric conformal calibration. In these examples, the calibrator is fitted and applied to the same dataset. In real scenario problems, however, the transformer should be fitted using a calibration set and then applied to the prediction intervals of the test set.\n",
    "\n",
    "</p>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Libraries\n",
    "# ==============================================================================\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from skforecast.plot import set_dark_theme\n",
    "from skforecast.metrics import calculate_coverage\n",
    "from skforecast.preprocessing import ConformalIntervalCalibrator"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Symmetric calibration\n",
    "\n",
    "In symmetric calibration, prediction intervals are expanded or contracted by a constant factor to ensure that the coverage probability is achieved. This means that both the upper and lower prediction intervals are adjusted by the same factor."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Under-conservative intervals\n",
    "\n",
    "Underconservative intervals (optimistic intervals) have a lower than desired coverage probability, meaning they are too narrow and exclude the true value too often. In this case, conformal calibration expands the intervals to increase the coverage."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 700x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coverage: 0.67\n"
     ]
    }
   ],
   "source": [
    "# Simulation of interval\n",
    "# ==============================================================================\n",
    "rng = np.random.default_rng(42)\n",
    "interval = pd.DataFrame({\n",
    "        'lower_bound': np.sin(np.linspace(0, 4 * np.pi, 100)),\n",
    "        'upper_bound': np.sin(np.linspace(0, 4 * np.pi, 100)) + 5\n",
    "    },\n",
    "    index=pd.date_range(start='2024-01-01', periods=100, freq='D')\n",
    ")\n",
    "y_true = (interval['lower_bound'] + interval['upper_bound']) / 2 + rng.normal(0, 0.5, 100)\n",
    "y_true.name = \"series_1\"\n",
    "y_true.iloc[1::5] = interval.iloc[1::5, 0] - rng.normal(1, 1, 20)\n",
    "y_true.iloc[3::5] = interval.iloc[1::5, 1] + rng.normal(1, 1, 20)\n",
    "\n",
    "set_dark_theme()\n",
    "fig, ax = plt.subplots(figsize=(7, 3))\n",
    "interval.plot(ax=ax, linestyle=\"--\")\n",
    "y_true.plot(ax=ax, label='True values')\n",
    "ax.set_yticklabels([])\n",
    "ax.set_xticklabels([])\n",
    "ax.legend(loc=\"upper right\", fontsize=8, ncol=3)\n",
    "plt.show()\n",
    "\n",
    "coverage = calculate_coverage(\n",
    "    y_true=y_true,\n",
    "    lower_bound=interval[\"lower_bound\"],\n",
    "    upper_bound=interval[\"upper_bound\"],\n",
    ")\n",
    "print(f'Coverage: {coverage:.2f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================== \n",
      "ConformalIntervalCalibrator \n",
      "=========================== \n",
      "Nominal coverage: 0.8 \n",
      "Coverage in fit data: {'series_1': 0.67} \n",
      "Symmetric interval: False \n",
      "Symmetric correction factor: {'series_1': 0.9488126715432241} \n",
      "Asymmetric correction factor lower: {'series_1': 0.7640361794875151} \n",
      "Asymmetric correction factor upper: {'series_1': 1.0384612609432264} \n",
      "Fitted series: ['series_1'] \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coverage after calibration: 0.80\n"
     ]
    }
   ],
   "source": [
    "# Calibrate interval\n",
    "# ==============================================================================\n",
    "calibrator = ConformalIntervalCalibrator(nominal_coverage=0.8, symmetric_calibration=False)\n",
    "calibrator.fit(y_true=y_true, y_pred_interval=interval)\n",
    "print(calibrator)\n",
    "\n",
    "interval_calibrated = calibrator.transform(interval)\n",
    "fig, ax = plt.subplots(figsize=(7, 3.5))\n",
    "interval.plot(ax=ax, linestyle=\"--\")\n",
    "interval_calibrated[\"lower_bound\"].plot(ax=ax, color=\"#30a2da\", label=\"Calibrated lower bound\")\n",
    "interval_calibrated[\"upper_bound\"].plot(ax=ax, color=\"#fc4f30\", label=\"Calibrated upper bound\")\n",
    "y_true.plot(ax=ax, label=\"True values\")\n",
    "ax.set_yticklabels([])\n",
    "ax.set_xticklabels([])\n",
    "ax.legend(loc=\"upper right\", fontsize=8, ncol=4)\n",
    "plt.show()\n",
    "\n",
    "coverage = calculate_coverage(\n",
    "               y_true      = y_true,\n",
    "               lower_bound = interval_calibrated[\"lower_bound\"],\n",
    "               upper_bound = interval_calibrated[\"upper_bound\"],\n",
    "           )\n",
    "print(f\"Coverage after calibration: {coverage:.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The interval has been expanded by a factor of 0.948 in both directions, achieving a coverage probability of 0.80."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Over-conservative intervals\n",
    "\n",
    "Overly conservative intervals (pessimistic intervals) have a higher than desired coverage probability, meaning they are too wide and include the true value too often. In this case, the conformal calibration shrinks the intervals to reduce the coverage. \n",
    "\n",
    "To illustrate, the initial interval has a coverage probability of 80% and the desired coverage probability is 70%."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coverage: 0.80\n"
     ]
    }
   ],
   "source": [
    "# Simulation of interval\n",
    "# ==============================================================================\n",
    "rng = np.random.default_rng(42)\n",
    "interval = pd.DataFrame({\n",
    "        'lower_bound': np.sin(np.linspace(0, 4 * np.pi, 100)),\n",
    "        'upper_bound': np.sin(np.linspace(0, 4 * np.pi, 100)) + 5\n",
    "    },\n",
    "    index=pd.date_range(start='2024-01-01', periods=100, freq='D')\n",
    ")\n",
    "y_true = (interval['lower_bound'] + interval['upper_bound']) / 2 + rng.normal(0, 0.5, 100)\n",
    "y_true.name = \"series_1\"\n",
    "y_true.iloc[1::9] = interval.iloc[1::9, 0] - rng.normal(1, 1, 11)\n",
    "y_true.iloc[3::9] = interval.iloc[1::9, 1] + rng.normal(1, 1, 11)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(7, 3))\n",
    "interval.plot(ax=ax, linestyle=\"--\")\n",
    "y_true.plot(ax=ax, label='True values')\n",
    "ax.set_yticklabels([])\n",
    "ax.set_xticklabels([])\n",
    "ax.legend(loc=\"upper right\", fontsize=8, ncol=3)\n",
    "plt.show()\n",
    "\n",
    "coverage = calculate_coverage(\n",
    "               y_true      = y_true,\n",
    "               lower_bound = interval[\"lower_bound\"],\n",
    "               upper_bound = interval[\"upper_bound\"],\n",
    "           )\n",
    "print(f'Coverage: {coverage:.2f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================== \n",
      "ConformalIntervalCalibrator \n",
      "=========================== \n",
      "Nominal coverage: 0.7 \n",
      "Coverage in fit data: {'series_1': 0.8} \n",
      "Symmetric interval: False \n",
      "Symmetric correction factor: {'series_1': -1.8807575829634011} \n",
      "Asymmetric correction factor lower: {'series_1': -1.775690512731013} \n",
      "Asymmetric correction factor upper: {'series_1': -2.0540377453500485} \n",
      "Fitted series: ['series_1'] \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coverage after calibration: 0.70\n"
     ]
    }
   ],
   "source": [
    "# Calibrate interval\n",
    "# ==============================================================================\n",
    "calibrator = ConformalIntervalCalibrator(nominal_coverage=0.7, symmetric_calibration=False)\n",
    "calibrator.fit(y_true=y_true, y_pred_interval=interval)\n",
    "print(calibrator)\n",
    "interval_calibrated = calibrator.transform(interval)\n",
    "fig, ax = plt.subplots(figsize=(7, 3.5))\n",
    "interval.plot(ax=ax, linestyle=\"--\")\n",
    "interval_calibrated[\"lower_bound\"].plot(ax=ax, color=\"#30a2da\", label=\"Calibrated lower bound\")\n",
    "interval_calibrated[\"upper_bound\"].plot(ax=ax, color=\"#fc4f30\", label=\"Calibrated upper bound\")\n",
    "y_true.plot(ax=ax, label=\"True values\")\n",
    "ax.set_yticklabels([])\n",
    "ax.set_xticklabels([])\n",
    "ax.legend(loc=\"upper right\", fontsize=8, ncol=4)\n",
    "plt.show()\n",
    "\n",
    "coverage = calculate_coverage(\n",
    "               y_true      = y_true,\n",
    "               lower_bound = interval_calibrated[\"lower_bound\"],\n",
    "               upper_bound = interval_calibrated[\"upper_bound\"],\n",
    "           )\n",
    "print(f\"Coverage after calibration: {coverage:.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The resulting interval has been shrunk by a factor of 1.88 in both directions, achieving a coverage probability of 0.70."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Asymetric calibration\n",
    "\n",
    "Asymmetric calibration allows the upper and lower prediction intervals to be adjusted by different factors. This is useful when the prediction intervals are not symmetrically distributed around the point forecast."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coverage: 0.66\n"
     ]
    }
   ],
   "source": [
    "# Simulation of interval\n",
    "# ==============================================================================\n",
    "rng = np.random.default_rng(42)\n",
    "interval = pd.DataFrame({\n",
    "        'lower_bound': np.sin(np.linspace(0, 4 * np.pi, 100)),\n",
    "        'upper_bound': np.sin(np.linspace(0, 4 * np.pi, 100)) + 5\n",
    "    },\n",
    "    index=pd.date_range(start='2024-01-01', periods=100, freq='D')\n",
    ")\n",
    "y_true = (interval['lower_bound'] + interval['upper_bound']) / 2 + rng.normal(0, 0.5, 100)\n",
    "y_true.name = \"series_1\"\n",
    "y_true.iloc[1::6] = interval.iloc[1::6, 0] - rng.normal(1, 1, 17)\n",
    "y_true.iloc[3::4] = interval.iloc[1::4, 1] + rng.normal(3, 2, 25)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(7, 3))\n",
    "interval.plot(ax=ax, linestyle=\"--\")\n",
    "y_true.plot(ax=ax, label='True values')\n",
    "ax.set_yticklabels([])\n",
    "ax.set_xticklabels([])\n",
    "ax.legend(loc=\"upper right\", fontsize=8, ncol=3)\n",
    "plt.show()\n",
    "\n",
    "coverage = calculate_coverage(\n",
    "               y_true      = y_true,\n",
    "               lower_bound = interval[\"lower_bound\"],\n",
    "               upper_bound = interval[\"upper_bound\"],\n",
    "           )\n",
    "print(f'Coverage: {coverage:.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot shows that there are more points above the prediction interval than below it. Also, the points above the interval are farther away than the points below the lower interval. This suggests that the upper interval should be expanded more than the lower interval."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=========================== \n",
      "ConformalIntervalCalibrator \n",
      "=========================== \n",
      "Nominal coverage: 0.8 \n",
      "Coverage in fit data: {'series_1': 0.66} \n",
      "Symmetric interval: False \n",
      "Symmetric correction factor: {'series_1': 1.2730256977929353} \n",
      "Asymmetric correction factor lower: {'series_1': -1.6431477452861944} \n",
      "Asymmetric correction factor upper: {'series_1': 3.691274308503413} \n",
      "Fitted series: ['series_1'] \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coverage after calibration: 0.80\n"
     ]
    }
   ],
   "source": [
    "# Calibrate interval\n",
    "# ==============================================================================\n",
    "calibrator = ConformalIntervalCalibrator(nominal_coverage=0.8, symmetric_calibration=False)\n",
    "calibrator.fit(y_true=y_true, y_pred_interval=interval)\n",
    "print(calibrator)\n",
    "interval_calibrated = calibrator.transform(interval)\n",
    "fig, ax = plt.subplots(figsize=(7, 3.5))\n",
    "interval.plot(ax=ax, linestyle=\"--\")\n",
    "interval_calibrated[\"lower_bound\"].plot(ax=ax, color=\"#30a2da\", label=\"Calibrated lower bound\")\n",
    "interval_calibrated[\"upper_bound\"].plot(ax=ax, color=\"#fc4f30\", label=\"Calibrated upper bound\")\n",
    "y_true.plot(ax=ax, label=\"True values\")\n",
    "ax.set_yticklabels([])\n",
    "ax.set_xticklabels([])\n",
    "ax.legend(loc=\"upper right\", fontsize=8, ncol=4)\n",
    "plt.show()\n",
    "\n",
    "coverage = calculate_coverage(\n",
    "               y_true      = y_true,\n",
    "               lower_bound = interval_calibrated[\"lower_bound\"],\n",
    "               upper_bound = interval_calibrated[\"upper_bound\"],\n",
    "           )\n",
    "print(f\"Coverage after calibration: {coverage:.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The asymmetric calibration has expanded the upper interval by a factor of 3.69 while shrinking the lower interval by a factor of 1.64.\n",
    "\n",
    "The positive correction factor for the upper interval indicates that more points fall above the interval than expected for an upper limit representing the 0.90 quantile. To correct this, the interval is expanded, reducing the number of points that exceed the upper bound.\n",
    "\n",
    "Conversely, the negative correction factor for the lower interval suggests that fewer points fall below the interval than expected for a lower limit representing the 0.10 quantile. As a result, the interval is shrunk to ensure that more points fall below the lower bound.\n",
    "\n",
    "The reason the upper and lower bounds correspond to the 0.90 and 0.10 quantiles, respectively, is that the desired coverage probability is 80%. Internally, the transformer assumes that the upper bound should represent the quantile $(1 - \\frac{(1 - 0.8)}{2})$ and the lower bound should represent the quantile $(\\frac{(1 - 0.8)}{2})$."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "skforecast_py12",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.11"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
